{"id":"W4385266369","doi":"10.1186/s13017-023-00510-x","title":"Management of complicated diaphragmatic hernia in the acute setting: a WSES position paper","year":2023,"lang":"en","type":"review","venue":"World Journal of Emergency Surgery","topic":"Congenital Diaphragmatic Hernia Studies","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Medicine; Exploratory laparotomy; Diaphragmatic breathing; Diaphragmatic hernia; Surgery; Gold standard (test); Congenital diaphragmatic hernia; Abdomen; Laparotomy; General surgery; Hernia; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002231951,0.0004510701,0.00298329,0.001258217,0.00006404735,0.00001331006,0.0003490305,0.00009749078,0.0004049783],"category_scores_gemma":[0.0002137506,0.0002778975,0.001654233,0.002373267,0.00005594547,0.00009844701,0.0001118131,0.0006314305,0.00009285011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255214,"about_ca_system_score_gemma":0.0001702127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001203199,"about_ca_topic_score_gemma":0.00004679874,"domain_scores_codex":[0.9946512,0.0005067904,0.003362466,0.000237545,0.0008611365,0.0003808401],"domain_scores_gemma":[0.9959393,0.001260571,0.001977761,0.0004922172,0.000226185,0.0001039351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009910728,0.000753674,0.001704231,0.08907912,0.01139927,0.004561426,0.0006647937,0.000001575341,0.00000830553,0.0001775301,0.06461326,0.8269377],"study_design_scores_gemma":[0.0005914985,0.0001228695,0.02445047,0.1401343,0.01675511,0.0008979252,0.0006659108,0.000005824125,0.000001045272,0.000762179,0.814943,0.0006699249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008374101,0.9940156,0.000007197622,0.001469389,0.0009268547,0.001006296,0.00003756134,0.00002333241,0.001676315],"genre_scores_gemma":[0.001301392,0.9972848,0.0001031336,0.00009085183,0.0001910435,0.00009371754,0.00004697699,0.00007485552,0.000813236],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8262678,"threshold_uncertainty_score":0.9999673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09443435487770747,"score_gpt":0.3806398980701168,"score_spread":0.2862055431924094,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}